Title :
Efficient Contrast Enhancement Using Adaptive Gamma Correction With Weighting Distribution
Author :
Shih-Chia Huang ; Fan-Chieh Cheng ; Yi-Sheng Chiu
Author_Institution :
Dept. of Electron. Eng., Nat. Taipei Univ. of Technol., Taipei, Taiwan
Abstract :
This paper proposes an efficient method to modify histograms and enhance contrast in digital images. Enhancement plays a significant role in digital image processing, computer vision, and pattern recognition. We present an automatic transformation technique that improves the brightness of dimmed images via the gamma correction and probability distribution of luminance pixels. To enhance video, the proposed image-enhancement method uses temporal information regarding the differences between each frame to reduce computational complexity. Experimental results demonstrate that the proposed method produces enhanced images of comparable or higher quality than those produced using previous state-of-the-art methods.
Keywords :
brightness; computational complexity; computer vision; image enhancement; image recognition; video signal processing; adaptive gamma correction; automatic transformation technique; computer vision; contrast enhancement; digital image processing; dimmed images brightness; histogram modification; pattern recognition; probability distribution; temporal information; weighting distribution; Brightness; Digital images; Entropy; Equations; Histograms; Image color analysis; Mathematical model; Contrast enhancement; gamma correction; histogram equalization; histogram modification; Algorithms; Artifacts; Data Interpretation, Statistical; Image Enhancement; Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity; Statistical Distributions; Video Recording;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2012.2226047